Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	50
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	130.6 B

Variable types

Text	3
Numeric	11
Categorical	2

Alerts

`danceability` is highly overall correlated with `time_signature`	High correlation
`energy` is highly overall correlated with `loudness`	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`speechiness` is highly overall correlated with `time_signature`	High correlation
`tempo` is highly overall correlated with `time_signature`	High correlation
`time_signature` is highly overall correlated with `danceability` and 2 other fields	High correlation
`time_signature` is highly imbalanced (75.8%)	Imbalance
`Track_ID` has unique values	Unique
`Track_Name` has unique values	Unique
`loudness` has unique values	Unique
`tempo` has unique values	Unique
`duration_ms` has unique values	Unique
`key` has 1 (2.0%) zeros	Zeros
`instrumentalness` has 34 (68.0%) zeros	Zeros

Reproduction

Analysis started	2023-11-24 08:07:50.275676
Analysis finished	2023-11-24 08:08:13.688223
Duration	23.41 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Track_ID
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	1100
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	6Es8Sk3xe1HiJ2MXCfHHwR
2nd row	7aPsseax6rNFyipHn9A5CR
3rd row	7HrgGbnNKZKhBL70aFKpXk
4th row	4sl3IoHskl2Kbdy27gZ4yn
5th row	3cDyocF0Ibdfs1SFQk5cLZ

Value	Count	Frequency (%)
6es8sk3xe1hij2mxcfhhwr	1	2.0%
4sw9ghnw8nfkodqmh0ij45	1	2.0%
3onnzh6hmqigihj1nchlrh	1	2.0%
7hrggbnnkzkhbl70afkpxk	1	2.0%
4sl3iohskl2kbdy27gz4yn	1	2.0%
3cdyocf0ibdfs1sfqk5clz	1	2.0%
2hafqojbgxdtjwcovnef14	1	2.0%
6hwgwcfcwhosjqw7aypequ	1	2.0%
5f4moetlngammdtjnbf9s7	1	2.0%
7iqxytyug13aoehxgg28nh	1	2.0%
Other values (40)	40	80.0%

Most occurring characters

Value	Count	Frequency (%)
7	39	3.5%
1	25	2.3%
b	24	2.2%
2	24	2.2%
6	23	2.1%
m	23	2.1%
h	23	2.1%
O	23	2.1%
j	23	2.1%
s	23	2.1%
Other values (52)	850	77.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	461	41.9%
Uppercase Letter	416	37.8%
Decimal Number	223	20.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
b	24	5.2%
m	23	5.0%
h	23	5.0%
j	23	5.0%
s	23	5.0%
y	22	4.8%
i	22	4.8%
a	20	4.3%
f	20	4.3%
d	19	4.1%
Other values (16)	242	52.5%

Uppercase Letter

Value	Count	Frequency (%)
O	23	5.5%
F	22	5.3%
M	20	4.8%
N	20	4.8%
S	18	4.3%
H	18	4.3%
G	17	4.1%
J	17	4.1%
X	17	4.1%
C	17	4.1%
Other values (16)	227	54.6%

Decimal Number

Value	Count	Frequency (%)
7	39	17.5%
1	25	11.2%
2	24	10.8%
6	23	10.3%
3	22	9.9%
0	22	9.9%
5	18	8.1%
8	18	8.1%
4	17	7.6%
9	15	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	877	79.7%
Common	223	20.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
b	24	2.7%
m	23	2.6%
h	23	2.6%
O	23	2.6%
j	23	2.6%
s	23	2.6%
y	22	2.5%
F	22	2.5%
i	22	2.5%
a	20	2.3%
Other values (42)	652	74.3%

Common

Value	Count	Frequency (%)
7	39	17.5%
1	25	11.2%
2	24	10.8%
6	23	10.3%
3	22	9.9%
0	22	9.9%
5	18	8.1%
8	18	8.1%
4	17	7.6%
9	15	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1100	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	39	3.5%
1	25	2.3%
b	24	2.2%
2	24	2.2%
6	23	2.1%
m	23	2.1%
h	23	2.1%
O	23	2.1%
j	23	2.1%
s	23	2.1%
Other values (52)	850	77.3%

Track_Name
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	36
Median length	22
Mean length	13.74
Min length	4

Characters and Unicode

Total characters	687
Distinct characters	71
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	La_Original.mp3
2nd row	La Morocha
3rd row	Linda - Remix
4th row	Una Foto
5th row	Lollipop

Value	Count	Frequency (%)
	8	5.9%
crossover	4	3.0%
no	4	3.0%
el	3	2.2%
en	3	2.2%
me	2	1.5%
una	2	1.5%
la	2	1.5%
ahi	2	1.5%
ni	2	1.5%
Other values (99)	103	76.3%

Most occurring characters

Value	Count	Frequency (%)
	85	12.4%
a	36	5.2%
o	32	4.7%
O	31	4.5%
i	31	4.5%
E	30	4.4%
s	25	3.6%
e	24	3.5%
R	22	3.2%
L	22	3.2%
Other values (61)	349	50.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	280	40.8%
Uppercase Letter	276	40.2%
Space Separator	85	12.4%
Other Punctuation	16	2.3%
Decimal Number	16	2.3%
Math Symbol	5	0.7%
Connector Punctuation	3	0.4%
Open Punctuation	2	0.3%
Close Punctuation	2	0.3%
Dash Punctuation	2	0.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	31	11.2%
E	30	10.9%
R	22	8.0%
L	22	8.0%
S	21	7.6%
A	21	7.6%
N	15	5.4%
M	14	5.1%
C	13	4.7%
V	13	4.7%
Other values (17)	74	26.8%

Lowercase Letter

Value	Count	Frequency (%)
a	36	12.9%
o	32	11.4%
i	31	11.1%
s	25	8.9%
e	24	8.6%
n	18	6.4%
l	17	6.1%
r	15	5.4%
c	11	3.9%
t	10	3.6%
Other values (16)	61	21.8%

Decimal Number

Value	Count	Frequency (%)
3	5	31.2%
1	4	25.0%
5	2	12.5%
2	2	12.5%
4	1	6.2%
0	1	6.2%
7	1	6.2%

Other Punctuation

Value	Count	Frequency (%)
.	7	43.8%
#	4	25.0%
*	3	18.8%
:	1	6.2%
,	1	6.2%

Space Separator

Value	Count	Frequency (%)
	85	100.0%

Math Symbol

Value	Count	Frequency (%)
\|	5	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	3	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	556	80.9%
Common	131	19.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	36	6.5%
o	32	5.8%
O	31	5.6%
i	31	5.6%
E	30	5.4%
s	25	4.5%
e	24	4.3%
R	22	4.0%
L	22	4.0%
S	21	3.8%
Other values (43)	282	50.7%

Common

Value	Count	Frequency (%)
	85	64.9%
.	7	5.3%
\|	5	3.8%
3	5	3.8%
1	4	3.1%
#	4	3.1%
_	3	2.3%
*	3	2.3%
(	2	1.5%
)	2	1.5%
Other values (8)	11	8.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	679	98.8%
None	8	1.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	85	12.5%
a	36	5.3%
o	32	4.7%
O	31	4.6%
i	31	4.6%
E	30	4.4%
s	25	3.7%
e	24	3.5%
R	22	3.2%
L	22	3.2%
Other values (55)	341	50.2%

None

Value	Count	Frequency (%)
Ó	2	25.0%
á	2	25.0%
Á	1	12.5%
Í	1	12.5%
ó	1	12.5%
é	1	12.5%

Track_Artists
Text

Distinct	44
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	94
Median length	41
Mean length	26.98
Min length	6

Characters and Unicode

Total characters	1349
Distinct characters	58
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40 ?
Unique (%)	80.0%

Sample

1st row	['Emilia', 'TINI']
2nd row	['Luck Ra', 'BM']
3rd row	['Marka Akme', 'DJ Tao', 'Lauty Gram', 'Migrantes', 'Peipper']
4th row	['Mesita']
5th row	['Darell']

Value	Count	Frequency (%)
j	7	3.9%
emilia	7	3.9%
milo	7	3.9%
bm	5	2.8%
maria	5	2.8%
becerra	5	2.8%
one	5	2.8%
big	5	2.8%
luck	4	2.2%
personajes	4	2.2%
Other values (93)	127	70.2%

Most occurring characters

Value	Count	Frequency (%)
'	216	16.0%
	131	9.7%
a	83	6.2%
e	79	5.9%
i	70	5.2%
,	59	4.4%
r	51	3.8%
]	50	3.7%
[	50	3.7%
o	45	3.3%
Other values (48)	515	38.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	621	46.0%
Other Punctuation	279	20.7%
Uppercase Letter	216	16.0%
Space Separator	131	9.7%
Close Punctuation	50	3.7%
Open Punctuation	50	3.7%
Other Letter	2	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	83	13.4%
e	79	12.7%
i	70	11.3%
r	51	8.2%
o	45	7.2%
n	40	6.4%
l	37	6.0%
s	33	5.3%
u	27	4.3%
c	18	2.9%
Other values (16)	138	22.2%

Uppercase Letter

Value	Count	Frequency (%)
M	30	13.9%
B	26	12.0%
L	18	8.3%
A	13	6.0%
P	12	5.6%
I	11	5.1%
K	11	5.1%
O	10	4.6%
R	10	4.6%
E	9	4.2%
Other values (14)	66	30.6%

Other Punctuation

Value	Count	Frequency (%)
'	216	77.4%
,	59	21.1%
"	4	1.4%

Other Letter

Value	Count	Frequency (%)
雪	1	50.0%
山	1	50.0%

Space Separator

Value	Count	Frequency (%)
	131	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	50	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	50	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	837	62.0%
Common	510	37.8%
Han	2	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	83	9.9%
e	79	9.4%
i	70	8.4%
r	51	6.1%
o	45	5.4%
n	40	4.8%
l	37	4.4%
s	33	3.9%
M	30	3.6%
u	27	3.2%
Other values (40)	342	40.9%

Common

Value	Count	Frequency (%)
'	216	42.4%
	131	25.7%
,	59	11.6%
]	50	9.8%
[	50	9.8%
"	4	0.8%

Han

Value	Count	Frequency (%)
雪	1	50.0%
山	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1345	99.7%
None	2	0.1%
CJK	2	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	216	16.1%
	131	9.7%
a	83	6.2%
e	79	5.9%
i	70	5.2%
,	59	4.4%
r	51	3.8%
]	50	3.7%
[	50	3.7%
o	45	3.3%
Other values (44)	511	38.0%

None

Value	Count	Frequency (%)
Á	1	50.0%
ñ	1	50.0%

CJK

Value	Count	Frequency (%)
雪	1	50.0%
山	1	50.0%

danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.75146

Minimum	0.499
Maximum	0.911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.499
5-th percentile	0.56985
Q1	0.715
median	0.766
Q3	0.81975
95-th percentile	0.85855
Maximum	0.911
Range	0.412
Interquartile range (IQR)	0.10475

Descriptive statistics

Standard deviation	0.091994944
Coefficient of variation (CV)	0.12242161
Kurtosis	0.43479276
Mean	0.75146
Median Absolute Deviation (MAD)	0.0545
Skewness	-0.87232609
Sum	37.573
Variance	0.0084630698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0.73	3	6.0%
0.822	2	4.0%
0.844	2	4.0%
0.781	2	4.0%
0.736	2	4.0%
0.833	1	2.0%
0.667	1	2.0%
0.813	1	2.0%
0.838	1	2.0%
0.787	1	2.0%
Other values (34)	34	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.499	1	2.0%
0.537	1	2.0%
0.564	1	2.0%
0.577	1	2.0%
0.606	1	2.0%
0.618	1	2.0%
0.623	1	2.0%
0.667	1	2.0%
0.668	1	2.0%
0.681	1	2.0%

Value	Count	Frequency (%)
0.911	1	2.0%
0.882	1	2.0%
0.859	1	2.0%
0.858	1	2.0%
0.845	1	2.0%
0.844	2	4.0%
0.841	1	2.0%
0.838	1	2.0%
0.833	1	2.0%
0.831	1	2.0%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.67296

Minimum	0.402
Maximum	0.936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.402
5-th percentile	0.4329
Q1	0.59875
median	0.668
Q3	0.776
95-th percentile	0.8856
Maximum	0.936
Range	0.534
Interquartile range (IQR)	0.17725

Descriptive statistics

Standard deviation	0.13274357
Coefficient of variation (CV)	0.19725328
Kurtosis	-0.50543279
Mean	0.67296
Median Absolute Deviation (MAD)	0.0995
Skewness	-0.096695779
Sum	33.648
Variance	0.017620856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.519	2	4.0%
0.607	2	4.0%
0.656	1	2.0%
0.737	1	2.0%
0.682	1	2.0%
0.708	1	2.0%
0.621	1	2.0%
0.765	1	2.0%
0.68	1	2.0%
0.423	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.402	1	2.0%
0.421	1	2.0%
0.423	1	2.0%
0.445	1	2.0%
0.512	1	2.0%
0.513	1	2.0%
0.517	1	2.0%
0.519	2	4.0%
0.553	1	2.0%
0.555	1	2.0%

Value	Count	Frequency (%)
0.936	1	2.0%
0.929	1	2.0%
0.9	1	2.0%
0.868	1	2.0%
0.854	1	2.0%
0.827	1	2.0%
0.809	1	2.0%
0.795	1	2.0%
0.793	1	2.0%
0.792	1	2.0%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	24.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.14

Minimum	0
Maximum	11
Zeros	1
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	6.5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4464415
Coefficient of variation (CV)	0.56130969
Kurtosis	-1.1738941
Mean	6.14
Median Absolute Deviation (MAD)	2.5
Skewness	-0.17946327
Sum	307
Variance	11.877959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
11	7	14.0%
1	7	14.0%
5	6	12.0%
7	5	10.0%
9	5	10.0%
8	5	10.0%
4	4	8.0%
6	3	6.0%
2	3	6.0%
10	3	6.0%
Other values (2)	2	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.0%
1	7	14.0%
2	3	6.0%
3	1	2.0%
4	4	8.0%
5	6	12.0%
6	3	6.0%
7	5	10.0%
8	5	10.0%
9	5	10.0%

Value	Count	Frequency (%)
11	7	14.0%
10	3	6.0%
9	5	10.0%
8	5	10.0%
7	5	10.0%
6	3	6.0%
5	6	12.0%
4	4	8.0%
3	1	2.0%
2	3	6.0%

loudness
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.39714

Minimum	-10.957
Maximum	-1.669
Zeros	0
Zeros (%)	0.0%
Negative	50
Negative (%)	100.0%
Memory size	532.0 B

Quantile statistics

Minimum	-10.957
5-th percentile	-9.2172
Q1	-6.47575
median	-5
Q3	-4.0285
95-th percentile	-2.58785
Maximum	-1.669
Range	9.288
Interquartile range (IQR)	2.44725

Descriptive statistics

Standard deviation	2.1453863
Coefficient of variation (CV)	-0.3975043
Kurtosis	0.3516227
Mean	-5.39714
Median Absolute Deviation (MAD)	1.229
Skewness	-0.79132427
Sum	-269.857
Variance	4.6026826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.751	1	2.0%
-2.628	1	2.0%
-4.013	1	2.0%
-4.045	1	2.0%
-3.598	1	2.0%
-4.668	1	2.0%
-5.009	1	2.0%
-4.184	1	2.0%
-6.085	1	2.0%
-10.953	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.957	1	2.0%
-10.953	1	2.0%
-9.624	1	2.0%
-8.72	1	2.0%
-8.496	1	2.0%
-8.205	1	2.0%
-8.199	1	2.0%
-7.95	1	2.0%
-7.653	1	2.0%
-7.455	1	2.0%

Value	Count	Frequency (%)
-1.669	1	2.0%
-2.248	1	2.0%
-2.555	1	2.0%
-2.628	1	2.0%
-2.751	1	2.0%
-2.978	1	2.0%
-3.236	1	2.0%
-3.502	1	2.0%
-3.51	1	2.0%
-3.598	1	2.0%

mode
Categorical

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

0	26
1	24

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

Most occurring characters

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	26	52.0%
1	24	48.0%

speechiness
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.103164

Minimum	0.0285
Maximum	0.431
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.0285
5-th percentile	0.0381
Q1	0.050525
median	0.06635
Q3	0.11625
95-th percentile	0.2899
Maximum	0.431
Range	0.4025
Interquartile range (IQR)	0.065725

Descriptive statistics

Standard deviation	0.086419756
Coefficient of variation (CV)	0.83769295
Kurtosis	4.2343825
Mean	0.103164
Median Absolute Deviation (MAD)	0.0245
Skewness	2.0698012
Sum	5.1582
Variance	0.0074683742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.0381	2	4.0%
0.0547	2	4.0%
0.107	2	4.0%
0.0825	2	4.0%
0.0391	1	2.0%
0.0493	1	2.0%
0.0436	1	2.0%
0.0402	1	2.0%
0.166	1	2.0%
0.068	1	2.0%
Other values (36)	36	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0285	1	2.0%
0.0341	1	2.0%
0.0381	2	4.0%
0.0391	1	2.0%
0.0402	1	2.0%
0.0435	1	2.0%
0.0436	1	2.0%
0.045	1	2.0%
0.0454	1	2.0%
0.0459	1	2.0%

Value	Count	Frequency (%)
0.431	1	2.0%
0.329	1	2.0%
0.307	1	2.0%
0.269	1	2.0%
0.262	1	2.0%
0.244	1	2.0%
0.166	1	2.0%
0.159	1	2.0%
0.155	1	2.0%
0.145	1	2.0%

acousticness
Real number (ℝ)

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2490814

Minimum	0.00362
Maximum	0.827
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.00362
5-th percentile	0.012
Q1	0.0929
median	0.2015
Q3	0.372
95-th percentile	0.52385
Maximum	0.827
Range	0.82338
Interquartile range (IQR)	0.2791

Descriptive statistics

Standard deviation	0.18235522
Coefficient of variation (CV)	0.73211095
Kurtosis	0.43181766
Mean	0.2490814
Median Absolute Deviation (MAD)	0.12505
Skewness	0.78901338
Sum	12.45407
Variance	0.033253427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.343	2	4.0%
0.012	2	4.0%
0.0836	1	2.0%
0.48	1	2.0%
0.163	1	2.0%
0.0739	1	2.0%
0.107	1	2.0%
0.176	1	2.0%
0.15	1	2.0%
0.374	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00362	1	2.0%
0.00705	1	2.0%
0.012	2	4.0%
0.0605	1	2.0%
0.0613	1	2.0%
0.0739	1	2.0%
0.079	1	2.0%
0.0836	1	2.0%
0.0887	1	2.0%
0.0892	1	2.0%

Value	Count	Frequency (%)
0.827	1	2.0%
0.57	1	2.0%
0.527	1	2.0%
0.52	1	2.0%
0.513	1	2.0%
0.494	1	2.0%
0.48	1	2.0%
0.464	1	2.0%
0.44	1	2.0%
0.396	1	2.0%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	17
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.000100134

Minimum	0
Maximum	0.00214
Zeros	34
Zeros (%)	68.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.205 × 10^-6
95-th percentile	0.0004812
Maximum	0.00214
Range	0.00214
Interquartile range (IQR)	4.205 × 10^-6

Descriptive statistics

Standard deviation	0.00038267605
Coefficient of variation (CV)	3.8216395
Kurtosis	21.22734
Mean	0.000100134
Median Absolute Deviation (MAD)	0
Skewness	4.5804637
Sum	0.0050067
Variance	1.4644096 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	34	68.0%
2.13 × 10^-5	1	2.0%
6.25 × 10^-5	1	2.0%
3.83 × 10^-5	1	2.0%
0.000546	1	2.0%
4.66 × 10^-6	1	2.0%
0.000402	1	2.0%
0.00162	1	2.0%
2.05 × 10^-6	1	2.0%
1.46 × 10^-5	1	2.0%
Other values (7)	7	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	68.0%
1.45 × 10^-6	1	2.0%
2.05 × 10^-6	1	2.0%
2.84 × 10^-6	1	2.0%
4.66 × 10^-6	1	2.0%
1.46 × 10^-5	1	2.0%
1.78 × 10^-5	1	2.0%
2.13 × 10^-5	1	2.0%
2.16 × 10^-5	1	2.0%
3.83 × 10^-5	1	2.0%

Value	Count	Frequency (%)
0.00214	1	2.0%
0.00162	1	2.0%
0.000546	1	2.0%
0.000402	1	2.0%
6.42 × 10^-5	1	2.0%
6.25 × 10^-5	1	2.0%
4.74 × 10^-5	1	2.0%
3.83 × 10^-5	1	2.0%
2.16 × 10^-5	1	2.0%
2.13 × 10^-5	1	2.0%

liveness
Real number (ℝ)

Distinct	45
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.194348

Minimum	0.0599
Maximum	0.688
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.0599
5-th percentile	0.08176
Q1	0.10725
median	0.1395
Q3	0.24675
95-th percentile	0.4729
Maximum	0.688
Range	0.6281
Interquartile range (IQR)	0.1395

Descriptive statistics

Standard deviation	0.13562196
Coefficient of variation (CV)	0.69783051
Kurtosis	3.8611709
Mean	0.194348
Median Absolute Deviation (MAD)	0.05395
Skewness	1.889237
Sum	9.7174
Variance	0.018393317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0.112	3	6.0%
0.108	3	6.0%
0.202	2	4.0%
0.18	1	2.0%
0.134	1	2.0%
0.0955	1	2.0%
0.343	1	2.0%
0.58	1	2.0%
0.553	1	2.0%
0.247	1	2.0%
Other values (35)	35	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0599	1	2.0%
0.0699	1	2.0%
0.0814	1	2.0%
0.0822	1	2.0%
0.083	1	2.0%
0.0842	1	2.0%
0.0869	1	2.0%
0.0872	1	2.0%
0.0892	1	2.0%
0.095	1	2.0%

Value	Count	Frequency (%)
0.688	1	2.0%
0.58	1	2.0%
0.553	1	2.0%
0.375	1	2.0%
0.355	1	2.0%
0.343	1	2.0%
0.338	1	2.0%
0.308	1	2.0%
0.295	1	2.0%
0.279	1	2.0%

valence
Real number (ℝ)

Distinct	49
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64864

Minimum	0.13
Maximum	0.971
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.13
5-th percentile	0.30045
Q1	0.518
median	0.6765
Q3	0.79875
95-th percentile	0.9483
Maximum	0.971
Range	0.841
Interquartile range (IQR)	0.28075

Descriptive statistics

Standard deviation	0.20478937
Coefficient of variation (CV)	0.31572115
Kurtosis	-0.32899515
Mean	0.64864
Median Absolute Deviation (MAD)	0.145
Skewness	-0.40688595
Sum	32.432
Variance	0.041938684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.7	2	4.0%
0.905	1	2.0%
0.698	1	2.0%
0.688	1	2.0%
0.607	1	2.0%
0.634	1	2.0%
0.96	1	2.0%
0.13	1	2.0%
0.514	1	2.0%
0.619	1	2.0%
Other values (39)	39	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.13	1	2.0%
0.244	1	2.0%
0.264	1	2.0%
0.345	1	2.0%
0.346	1	2.0%
0.38	1	2.0%
0.393	1	2.0%
0.4	1	2.0%
0.441	1	2.0%
0.484	1	2.0%

Value	Count	Frequency (%)
0.971	1	2.0%
0.966	1	2.0%
0.96	1	2.0%
0.934	1	2.0%
0.923	1	2.0%
0.91	1	2.0%
0.906	1	2.0%
0.905	1	2.0%
0.853	1	2.0%
0.848	1	2.0%

tempo
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.78414

Minimum	81.869
Maximum	192.147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	81.869
5-th percentile	88.00395
Q1	93.50575
median	100.525
Q3	136.38825
95-th percentile	165.5692
Maximum	192.147
Range	110.278
Interquartile range (IQR)	42.8825

Descriptive statistics

Standard deviation	28.405266
Coefficient of variation (CV)	0.24532951
Kurtosis	-0.21337209
Mean	115.78414
Median Absolute Deviation (MAD)	12.49
Skewness	0.91030751
Sum	5789.207
Variance	806.85914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.055	1	2.0%
137.829	1	2.0%
88.01	1	2.0%
91.986	1	2.0%
120.011	1	2.0%
119.984	1	2.0%
139.056	1	2.0%
98.012	1	2.0%
100.109	1	2.0%
100.941	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
81.869	1	2.0%
85.962	1	2.0%
87.999	1	2.0%
88.01	1	2.0%
88.06	1	2.0%
89.896	1	2.0%
89.911	1	2.0%
89.946	1	2.0%
89.962	1	2.0%
89.972	1	2.0%

Value	Count	Frequency (%)
192.147	1	2.0%
177.939	1	2.0%
169.918	1	2.0%
160.254	1	2.0%
160.02	1	2.0%
159.806	1	2.0%
149.987	1	2.0%
149.947	1	2.0%
149.144	1	2.0%
148.038	1	2.0%

duration_ms
Real number (ℝ)

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179023.76

Minimum	120600
Maximum	338000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	120600
5-th percentile	130750.6
Q1	154331.5
median	169325.5
Q3	197703.25
95-th percentile	244139.1
Maximum	338000
Range	217400
Interquartile range (IQR)	43371.75

Descriptive statistics

Standard deviation	40498.578
Coefficient of variation (CV)	0.22621901
Kurtosis	3.7551885
Mean	179023.76
Median Absolute Deviation (MAD)	20729.5
Skewness	1.5079991
Sum	8951188
Variance	1.6401348 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140625	1	2.0%
157830	1	2.0%
184587	1	2.0%
197920	1	2.0%
338000	1	2.0%
128677	1	2.0%
267194	1	2.0%
160856	1	2.0%
164101	1	2.0%
143998	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
120600	1	2.0%
122500	1	2.0%
128677	1	2.0%
133285	1	2.0%
133969	1	2.0%
134144	1	2.0%
140625	1	2.0%
143936	1	2.0%
143998	1	2.0%
150829	1	2.0%

Value	Count	Frequency (%)
338000	1	2.0%
267194	1	2.0%
252348	1	2.0%
234106	1	2.0%
231693	1	2.0%
228629	1	2.0%
225661	1	2.0%
221601	1	2.0%
204481	1	2.0%
204000	1	2.0%

time_signature
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

4	48
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Most occurring characters

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	48	96.0%
3	2	4.0%

Auto

Heatmap
Table

	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence
acousticness	1.000	-0.129	-0.001	-0.120	0.001	-0.154	0.137	-0.196	0.000	0.203	-0.284	0.000	0.104
danceability	-0.129	1.000	-0.022	0.111	0.091	-0.083	-0.095	0.172	0.245	0.304	-0.106	0.596	0.003
duration_ms	-0.001	-0.022	1.000	0.126	0.241	0.006	-0.301	0.091	0.000	-0.155	-0.192	0.000	-0.303
energy	-0.120	0.111	0.126	1.000	0.164	-0.088	0.017	0.753	0.000	-0.235	0.047	0.238	-0.081
instrumentalness	0.001	0.091	0.241	0.164	1.000	-0.140	0.002	0.100	0.000	0.077	0.024	0.000	-0.324
key	-0.154	-0.083	0.006	-0.088	-0.140	1.000	-0.111	-0.071	0.000	-0.089	-0.139	0.000	0.151
liveness	0.137	-0.095	-0.301	0.017	0.002	-0.111	1.000	-0.167	0.197	0.045	0.360	0.000	0.087
loudness	-0.196	0.172	0.091	0.753	0.100	-0.071	-0.167	1.000	0.000	-0.126	-0.184	0.000	-0.116
mode	0.000	0.245	0.000	0.000	0.000	0.000	0.197	0.000	1.000	-0.234	-0.261	0.000	0.144
speechiness	0.203	0.304	-0.155	-0.235	0.077	-0.089	0.045	-0.126	-0.234	1.000	0.098	0.602	-0.019
tempo	-0.284	-0.106	-0.192	0.047	0.024	-0.139	0.360	-0.184	-0.261	0.098	1.000	0.692	-0.042
time_signature	0.000	0.596	0.000	0.238	0.000	0.000	0.000	0.000	0.000	0.602	0.692	1.000	0.092
valence	0.104	0.003	-0.303	-0.081	-0.324	0.151	0.087	-0.116	0.144	-0.019	-0.042	0.092	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Track_ID	Track_Name	Track_Artists	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature
0	6Es8Sk3xe1HiJ2MXCfHHwR	La_Original.mp3	['Emilia', 'TINI']	0.833	0.809	5	-2.751	0	0.0381	0.08360	0.000000	0.1120	0.905	128.055	140625	4
1	7aPsseax6rNFyipHn9A5CR	La Morocha	['Luck Ra', 'BM']	0.753	0.770	7	-5.751	1	0.0341	0.09660	0.000000	0.2790	0.971	149.144	134144	4
2	7HrgGbnNKZKhBL70aFKpXk	Linda - Remix	['Marka Akme', 'DJ Tao', 'Lauty Gram', 'Migrantes', 'Peipper']	0.780	0.630	9	-4.719	1	0.1050	0.30700	0.000000	0.1800	0.789	87.999	234106	4
3	4sl3IoHskl2Kbdy27gZ4yn	Una Foto	['Mesita']	0.811	0.649	6	-5.089	1	0.1110	0.34300	0.000000	0.1210	0.756	96.076	122500	4
4	3cDyocF0Ibdfs1SFQk5cLZ	Lollipop	['Darell']	0.822	0.711	6	-4.943	1	0.0668	0.17900	0.000015	0.0830	0.934	102.984	199947	4
5	2HafqoJbgXdtjwCOvNEF14	Si No Estás	['iñigo quintero']	0.537	0.421	5	-8.720	1	0.0285	0.82700	0.000000	0.1380	0.524	98.224	184061	4
6	6hwGwCfCwHoSJQw7AYPEQu	ANDO	['Jere Klein', 'Gittobeatz']	0.844	0.598	8	-7.950	0	0.0616	0.00362	0.002140	0.0869	0.393	98.022	172768	4
7	5f4mOETLngamMDTJnbF9s7	Exclusive.mp3	['Emilia']	0.858	0.677	8	-4.294	1	0.1180	0.10600	0.000000	0.2460	0.584	100.046	120600	4
8	7iQXYTyuG13aoeHxGG28Nh	PERRO NEGRO	['Bad Bunny', 'Feid']	0.911	0.778	5	-2.248	1	0.2620	0.08870	0.000022	0.1790	0.345	96.057	162768	4
9	0H9WU0OIXPpbOVgzzOanXb	Ni Una Ni Dos	['BM']	0.781	0.601	7	-5.817	1	0.0459	0.51300	0.000000	0.2680	0.853	88.060	161591	4

	Track_ID	Track_Name	Track_Artists	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature
40	2df5CkXBJO7jTGXm54dFJy	No_Se_Ve.mp3	['Emilia', 'LUDMILLA', 'Zecca']	0.765	0.659	11	-5.059	0	0.0825	0.0892	0.000038	0.1490	0.567	132.066	203636	4
41	6CIMoDfTsvFVGhFi3v9Izn	Luck Ra \| Mission 15	['Alan Gomez', 'Luck Ra']	0.691	0.728	4	-5.722	0	0.0986	0.1770	0.000000	0.1710	0.814	160.020	133285	4
42	6abr2lKyMZTy21gSPWm7aG	Entre Beso y Beso	['Ke Personajes']	0.729	0.868	10	-1.669	0	0.0536	0.5700	0.000000	0.2060	0.906	85.962	153488	4
43	0aPs3kmiqmt9QG7gWXdefA	No soy Eterno	['Bizarrap', 'Milo j']	0.564	0.402	2	-6.488	0	0.3290	0.4400	0.000063	0.3080	0.628	121.450	152903	4
44	5w7RsSgxxBwdVTSyQDj8Bi	DISCOTEKA (feat. Locura Mix)	['The La Planta', 'BM', 'Alejo Isakk', 'Locura Mix']	0.822	0.519	9	-7.183	1	0.1360	0.1780	0.000000	0.0814	0.779	89.962	204481	4
45	6XSqqQIy7Lm7SnwxS4NrGx	Classy 101	['Feid', 'Young Miko']	0.859	0.658	11	-4.790	1	0.1590	0.1450	0.000000	0.1200	0.672	100.065	195987	4
46	3WndNMJo029mMO64l9hGFm	Dale Mecha	['Mesita']	0.623	0.636	4	-4.360	0	0.4310	0.3000	0.000000	0.1060	0.441	146.286	150829	3
47	7w7BrPbOjF5OxChs2dxFve	En La Intimidad \| CROSSOVER #1	['Big One', 'Emilia', 'Callejero Fino']	0.804	0.555	1	-4.991	1	0.1070	0.0924	0.000000	0.0699	0.640	89.946	172118	4
48	2kz1YOhJiNubjigR1gB1VX	DILUVIO	['Rauw Alejandro']	0.845	0.795	9	-3.502	0	0.0681	0.3430	0.000018	0.2240	0.681	94.969	197053	4
49	6irysuQyZWd7Bjj7ePiOs2	Holanda	['Jhayco']	0.831	0.759	1	-3.627	0	0.0502	0.2770	0.000000	0.1250	0.244	107.961	231693	4

Overview

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ASCII

Common Values

Length

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Most occurring characters

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Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks